The silence stretched, broken only by the hum of the stalled elevator. I watched my reflection in the polished steel doors, a stranger staring back. My eyes were dull, the lines etched around my mouth deeper than usual. The trapped feeling was not new; it was the echo of a thousand locked doors in my past.

"Well, this is just great," Michael, my coworker, said. His usual boisterous energy seemed subdued, a testament to the oppressive atmosphere. He leaned against the wall, a sigh escaping his lips.

I remained rooted to my spot, my shoulders hunched. The weight of the world pressed down, crushing. I wanted to scream, to lash out, to break something. But the energy to do so was gone, replaced by a hollow void.

He started telling a joke, a weak attempt to break the tension. I gave a small, involuntary twitch of a smile. I looked away. The thought of three hours felt like an eternity.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

This story is one of 1,000 stories generated for the emotion depressed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 depressed stories, after denoising with neutral dialogue baselines, produces the depressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the depressed vector is projected through the unembedding matrix.

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307